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Modeling Neonatal Piglet Rectal Temperature with Thermography and Machine Learning 用热成像和机器学习技术模拟新生仔猪直肠温度
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.14998
Y. Xiong, Guoming Li, Naomi C Willard, Michael Ellis, R. Gates
Highlights The rectal temperature and maximum ear base temperature were measured for neonatal piglets after birth. Piglets’ rectal temperature dropped on average 5.1 °C and reached 33.6 °C 30-min after birth. Machine learning algorithms were evaluated to predict piglet rectal temperature using ear temperatures. Machine learning model performance was compared to that of a direct regression using maximum ear base temperature. The best machine learning model was 0.2°C more accurate than the direct linear regression model. Abstract. Piglet body temperature can drop rapidly after birth, and the magnitude of this drop can delay recovery to homoeothermic status and compromise the vigor of piglets. Understanding piglet body temperature changes provides critical insights into piglet thermal comfort management and preweaning mortality prevention. However, measuring neonatal piglet body temperature at birth is not generally practical in production facilities, and alternative sensing and modeling methods should be explored. The objectives of this research were to (1) quantify the rectal temperature of wet neonatal piglets without any drying treatments across the first day of birth; (2) develop and evaluate thermography and machine learning models to predict piglet rectal temperature within the same period; and (3) compare the machine learning model’s performance with a simple regression model using the piglets’ thermographic information. Rectal temperatures and thermal images of the back of the ears were obtained at 0, 15, 30, 45, 60, 90, 120, 180, 240, and 1440 minutes after birth for 99 neonatal piglets from 9 litters. Maximum ear base temperature extracted from thermal images, piglet gender, initial weight, and environmental variables (room temperature, relative humidity, and wet-bulb temperature) were used as inputs for machine learning model evaluation. A simple regression and fourteen machine learning models were compared for their performance in predicting piglets’ rectal temperature. Piglets dropped an average of 5.1°C in rectal temperature and reached the lowest temperature (33.6 ± 2.2°C) 30 (±15) minutes after birth, demonstrating a significant reduction from their birth rectal temperature (38.7 ± 0.8°C). The maximum ear base temperature had the highest feature importance score (= 0.606) among all input variables for the machine learning model’s development. A direct regression of maximum ear base temperature against measured rectal temperature produced a standard error of prediction of 1.7°C, while the best-performing machine-learning model (the Lasso regressor) produced a standard error of prediction of 1.5°C. Either prediction model is appropriate, with the direct regression model being more straightforward for field application. Keywords: Computer vision, Farrowing, Precision livestock farming, Pre-wean mortality.
本研究测定了新生仔猪出生后的直肠温度和耳底最高温度。仔猪直肠温度在出生后30分钟平均下降5.1℃,达到33.6℃。评估了机器学习算法通过耳朵温度来预测仔猪直肠温度。将机器学习模型的性能与使用最大耳基温度的直接回归进行比较。最佳机器学习模型比直接线性回归模型精度提高0.2°C。摘要仔猪出生后体温会迅速下降,下降幅度会延迟仔猪恢复到等温状态,损害仔猪的活力。了解仔猪体温变化为仔猪热舒适管理和断奶前死亡率预防提供了重要的见解。然而,在生产设施中,测量新生儿仔猪出生时的体温通常是不实际的,应该探索替代的传感和建模方法。本研究的目的是:(1)量化未进行任何干燥处理的湿新生仔猪在出生第一天的直肠温度;(2)开发和评估热成像和机器学习模型,以预测仔猪同期的直肠温度;(3)将机器学习模型与基于仔猪热像图信息的简单回归模型的性能进行比较。对9窝99头新生仔猪在出生后0、15、30、45、60、90、120、180、240和1440分钟的直肠温度和耳后热像图进行了测量。从热图像中提取的最大耳基温度、仔猪性别、初始体重和环境变量(室温、相对湿度和湿球温度)作为机器学习模型评估的输入。比较了简单回归模型和14种机器学习模型预测仔猪直肠温度的性能。仔猪直肠温度平均下降5.1°C,在出生后30(±15)分钟达到最低温度(33.6±2.2°C),与出生时的直肠温度(38.7±0.8°C)相比显著降低。在机器学习模型开发的所有输入变量中,最高耳基温度的特征重要性得分最高(= 0.606)。最高耳基温度与测量的直肠温度的直接回归产生了1.7°C的预测标准误差,而性能最好的机器学习模型(Lasso回归器)产生了1.5°C的预测标准误差。任何一种预测模型都是合适的,直接回归模型对现场应用更直接。关键词:计算机视觉,产仔,精准养殖,断奶前死亡率
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引用次数: 1
High-Power Short Duration Microwave Drying of Rice Versus Fissuring and Milling Yields 高功率短时间微波干燥对水稻裂磨产量的影响
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15410
S. Boreddy, K. Luthra, G. Atungulu
Highlights MW specific energy ranging from 422.5 to 507.0 kJ/kg of rice can dry rice to 12.5% moisture content in a single pass. Fissuring percentage was significantly lower for lower drying durations as compared to 3 min drying durations for all power levels. RR dried for one minute with MW at 16-20 kW results in higher head rice yields. Abstract. The utilization of microwave (MW) drying technology to dry rough rice (RR) is considered a promising method for high-moisture RR drying with high throughput. Milling quality is a significant factor in stakeholders adoption of this method. Therefore, experiments were conducted using an industrial MW dryer operating at 915 MHz to examine the effects of different MW power levels and heating durations on RR drying. Single pass drying was performed using 16, 18, and 20 kW power levels and 1, 2, and 3 min heating durations. A control sample was dried in an environmentally controlled chamber at 25°C and 56% relative humidity (RH). The moisture content, surface temperature, fissuring, and head rice yield (HRY) of RR were measured. The initial moisture content of RR was 21.22% w.b. The moisture content of RR after 3 minutes of drying at the studied power levels was close to the recommended rice milling moisture content of 13%, indicating the feasibility of single pass MW drying. The maximum surface temperature of RR at severe (20 kW for 3 min) and least severe (16 kW and 1 min) treatment conditions was 91.9°C and 62.6°C, respectively. Fissuring percentages of 86.2% and 85.3% were observed in RR drying at 20 kW for 3 min after one day and after seven days of fissure examination, respectively. Fissuring percentages of 84.2% and 84.3% were observed at 16 kW for 3 min drying after one day and after seven days, respectively. The HRY at MW drying conditions of 16-20 kW for 1 min was higher than that of RR gently dried at 25°C and 56% RH. MW drying shows promise for reducing drying duration compared to conventional methods. Keywords: Head rice yield, Microwave drying, Moisture content, Rice drying, Rice fissuring.
比能范围从422.5到507.0 kJ/kg的大米,可以在一次干燥大米到12.5%的水分含量。与所有功率水平下的3分钟干燥时间相比,较短干燥时间下的裂纹百分比显著降低。稻秆干燥1分钟,MW在16-20 kW,可获得较高的抽穗产量。摘要利用微波干燥技术干燥粗米被认为是一种很有前途的高水分、高通量的粗米干燥方法。铣削质量是利益相关者采用该方法的重要因素。因此,利用915 MHz的工业MW干燥器进行了实验,以研究不同MW功率水平和加热时间对RR干燥的影响。使用16、18和20千瓦的功率水平和1、2和3分钟的加热时间进行单道干燥。对照样品在环境控制室中干燥,温度为25℃,相对湿度(RH)为56%。测定了水稻的含水率、表面温度、裂度和抽穗率。在研究功率水平下,干燥3 min后的稻谷水分含量接近于碾米推荐水分含量13%,表明单道稻谷干燥的可行性。在严重(20 kW, 3 min)和最严重(16 kW, 1 min)处理条件下,RR的最高表面温度分别为91.9°C和62.6°C。裂隙检查1天后,20 kW干燥3 min,裂隙率为86.2%,7天后,裂隙率为85.3%。16 kW干燥3 min后1天和7天,裂纹率分别为84.2%和84.3%。在16-20 kW的MW干燥条件下,1 min的HRY高于在25°C和56% RH条件下温和干燥的RR。与传统方法相比,MW干燥显示出减少干燥时间的希望。关键词:抽穗产量,微波干燥,水分含量,大米干燥,大米裂裂
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引用次数: 0
Sugarcane Node Detection Method Based on Photoelectric Sensor Vertical Projection Signal Processing 基于光电传感器垂直投影信号处理的甘蔗节点检测方法
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15494
Chun-sheng Wen, Zhanpeng Xiao, Yunzhi Yan, Youzong Huang, Zhongjian Xie, H. Nong, Zimian Lan, Y. Lu, Qiaohui Wu
Highlights A linear array CCD sensor is utilized to obtain the contour signal of the vertical projection of the sugarcane. A method is provided for continuously identifying and locating sugarcane nodes. Examines the impact of scan speed and illumination on the accuracy of identification. The method performs well regarding identification rate, precision, and efficiency. Abstract. In order to achieve continuous and dynamic detection of sugarcane nodes, improve the automatic production efficiency of pre-cut sugarcane seed, and lower the cost of mechanized sugarcane production, a detection method based on linear array charge-coupled device (CCD) photoelectric sensor signal processing was developed. Firstly, the mechanical drive unit was controlled to drive the photoelectric detection system to acquire the signal of the vertical projection of the sugarcane profile. The projection information was then binarized into profile information using the Otsu algorithm. The profile signal was then decomposed using a variable mode decomposition algorithm optimized based on the sparrow search algorithm, and the component reflecting the node content was regarded as the feature signal. Finally, the position of the wave peaks above the judgment threshold in the normalized feature signal was considered the position of the sugarcane nodes. One-way and two-way experiments were conducted to investigate the effects of scan speed and illuminance on identification precision. The results showed that the identification rate, average response time, and average error values were 98.40%, 0.13 s, and 1.36 mm at a scan speed of 75 mm/s and an illuminance of 91.91 lx. Compared to other node identification methods discussed in this article, the proposed method has a high identification rate and accuracy with a high response speed, which can improve the automation efficiency of sugarcane seed production. Keywords: Identification accuracy, Non-contact detection, Photoelectric sensor, Precision agriculture, Seed production, Signal processing, Sugarcane node, Variational mode decomposition.
利用线阵CCD传感器获取甘蔗垂直投影的轮廓信号。提供了一种甘蔗节点连续识别和定位的方法。检查扫描速度和光照对识别准确性的影响。该方法具有良好的识别率、精密度和效率。摘要为了实现甘蔗节点的连续动态检测,提高预切甘蔗种子的自动化生产效率,降低甘蔗机械化生产成本,开发了一种基于线阵电荷耦合器件(CCD)光电传感器信号处理的检测方法。首先,控制机械驱动单元驱动光电检测系统获取甘蔗剖面垂直投影信号;然后使用Otsu算法将投影信息二值化为轮廓信息。然后采用基于麻雀搜索算法优化的变模分解算法对轮廓信号进行分解,将反映节点内容的分量作为特征信号。最后,将归一化特征信号中高于判断阈值的波峰位置作为甘蔗节点的位置。通过单向和双向实验研究了扫描速度和照度对识别精度的影响。结果表明,在扫描速度为75 mm/s、照度为91.91 lx时,识别率为98.40%,平均响应时间为0.13 s,平均误差值为1.36 mm。与本文讨论的其他节点识别方法相比,本文方法具有较高的识别率和准确率,响应速度快,可提高甘蔗制种自动化效率。关键词:识别精度,非接触检测,光电传感器,精准农业,制种,信号处理,甘蔗节点,变分模态分解
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引用次数: 0
Effects of Soil Data Accuracy on Outputs of Irrigation Scheduling Tools 土壤数据精度对灌溉调度工具输出的影响
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15323
Mukesh Mehata, S. Datta, S. Taghvaeian, A. Mirchi, D. Moriasi
Highlights The effects of soil data accuracy on estimated water fluxes by an irrigation scheduling model were investigated. Free and frequently used web soil survey (WSS) soil textural data underestimated sand particles in 89% of cases. Forty-nine percent of the estimated differences in seasonal irrigation based on WSS and measured soil data were within ±25 mm. In most cases, use of WSS data resulted in larger evaporation, smaller deep percolation, and larger runoff compared to those based on measured soil data. Abstract. A widely used irrigation scheduling method is based on modeling soil water balance, which requires several key inputs, including soil data. Many scheduling tools developed using this method rely on publicly available soil data, such as the United States Department of Agriculture's Web Soil Survey (WSS). While soil survey data are a valuable source of information for general farm and natural resource planning and management at large scales, inaccuracies in soil conditions at field and subfield scales can hamper efficient agricultural water management through irrigation scheduling tools. To illuminate the implications of the localized inaccuracies, this study estimated the errors in WSS soil textural data at 18 sites in three regions of western Oklahoma through comparison with in-situ sampling (ISS) data. The effects of errors on estimated water fluxes were also investigated for dominant crops of each region over a 15-year (2006-2020) period. The findings demonstrated that WSS soil textures were finer than ISS at most sites and soil layers, resulting in generally greater root zone total available water estimates. Differences in seasonal irrigation demand estimates when WSS data were used instead of ISS reached 20% at one site but were within ±9% among the regions. Half of the estimated seasonal irrigation differences for all sites, years, and crops were within ±25 mm. Soil evaporation, deep percolation, and runoff fluxes were also impacted by soil data source, albeit to a smaller degree than irrigation, at levels and directions (over or underestimation) that were dependent on the sign and magnitude of WSS errors, as well as precipitation amounts and timing. Overall, errors in WSS data may not have a major impact at regional scales, but the effects on individual irrigated farms may be severe depending on the magnitude of difference between WSS data and true soil conditions. Keywords: Irrigation demand, Soil water balance, SSURGO, Water fluxes, Web soil survey.
重点研究了土壤数据精度对灌溉调度模型估算水通量的影响。免费和常用的网式土壤调查(WSS)土壤质地数据低估了89%的沙粒。根据WSS和实测土壤数据估算的季节性灌溉差异中,49%在±25毫米范围内。在大多数情况下,与基于测量土壤数据的数据相比,使用WSS数据导致了更大的蒸发、更小的深渗和更大的径流。摘要一种广泛使用的灌溉调度方法是基于土壤水分平衡建模,该方法需要几个关键的输入,包括土壤数据。使用这种方法开发的许多调度工具依赖于公开可用的土壤数据,例如美国农业部的网络土壤调查(WSS)。虽然土壤调查数据在大尺度上是一般农场和自然资源规划和管理的宝贵信息来源,但在田间和子田间尺度上土壤条件的不准确可能妨碍通过灌溉调度工具进行有效的农业用水管理。为了阐明局部不准确的含义,本研究通过与原位采样(ISS)数据的比较,估计了俄克拉何马州西部三个地区18个站点的WSS土壤质地数据的误差。还研究了15年(2006-2020年)期间每个地区主要作物的误差对估计水通量的影响。结果表明,在大多数地点和土层上,WSS土壤质地比ISS更细,因此根区总有效水分估计值通常更高。当使用WSS数据而不是ISS数据时,季节性灌溉需求估计值的差异在一个站点达到20%,而在区域之间则在±9%以内。所有地点、年份和作物的估计季节灌溉差异中有一半在±25毫米范围内。土壤数据源也会影响土壤蒸发、深层渗流和径流通量,尽管影响程度小于灌溉,但其水平和方向(高估或低估)取决于WSS误差的符号和大小,以及降水量和时间。总的来说,WSS数据的误差在区域尺度上可能不会产生重大影响,但对个别灌溉农场的影响可能很严重,这取决于WSS数据与真实土壤条件之间差异的大小。关键词:灌溉需求;土壤水分平衡;SSURGO;
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引用次数: 0
Functionality of Soft Wheat Flour Treated by Radiofrequency Assisted Thermal Processing 射频辅助热处理软面粉的功能性研究
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15495
Sreenivasula Boreddy, Jeyamkondan Subbiah
Highlights Functionality of RF processed soft wheat flour (SWF) in the sugar-snap cookies was evaluated. Functionality of the SWFs at RF processing conditions of 80°C for 7 h and 90°C for 2 h is acceptable. Study demonstrated the feasibility of RF-assisted thermal processing of SWF. ABSTRACT. Wheat flours are thermally processed to ensure microbiological safety for use in food products such as cakes, cookies, baby foods, etc. Traditional thermal processing of wheat flour takes a long time because of its poor thermal conductivity. Novel thermal processing methods, such as radiofrequency assisted processing, are poised to replace the traditional methods. However, to ensure the final acceptance and adaptability of novel methods, the performance of RF-processed flours in prepared products such as cookies and noodles is important. The objective of this study is to evaluate the functionality of radiofrequency (RF)-assisted thermally processed soft wheat flour (SWF) in the end products, namely sugar-snap cookies. Sugar-snap cookies were prepared from RF-processed, unpasteurized, and commercially processed SWFs following a standard method. The qualities of the prepared cookies, such as width, thickness, etc., were evaluated and compared. The width of the sugar-snap cookies of the RF-assisted thermal process conditions of 80°C for 7 h and 90°C for 2 h was not significantly (P > 0.05) different from that of the unpasteurized SWF. The cookie thickness for all the RF-assisted thermally processed conditions was significantly higher than that of the unpasteurized condition. However, the color, hardness, and fracturability values of sugar-snap cookies were not significantly different at all the RF-assisted thermal processing conditions when compared with those of the unpasteurized condition. The functionality of the flours in sugar-snap cookies indicates that the selected RF-assisted thermal processing temperatures and time combinations of 80°C for 7 h and 90°C for 2 h did not influence the functionality of the SWF significantly. Thus, this study demonstrates the feasibility of novel RF-assisted thermal processing of SWF without compromising the flour's functionality in the end products. Keywords: Click here to enter keywords and key phrases, separated by commas, with a period at the end
评价了RF加工软小麦粉(SWF)在甜脆饼干中的功能。在80°C 7小时和90°C 2小时的射频处理条件下,swf的功能是可以接受的。研究证明了射频辅助SWF热加工的可行性。摘要小麦粉经过热处理,以确保用于蛋糕、饼干、婴儿食品等食品的微生物安全。传统的小麦粉热加工由于导热性差,耗时较长。新的热加工方法,如射频辅助加工,有望取代传统的方法。然而,为了确保新方法的最终接受和适应性,射频加工面粉在饼干和面条等预制产品中的性能很重要。本研究的目的是评估射频(RF)辅助热加工软小麦粉(SWF)在最终产品(即糖脆饼干)中的功能。糖脆饼干由射频加工、未经巴氏消毒和商业加工的SWFs按照标准方法制备。对所制备的饼干的宽度、厚度等质量进行了评价和比较。rf辅助热处理条件为80°C 7 h和90°C 2 h时,糖脆饼干的宽度差异不显著(P >0.05),与未经高温消毒的SWF不同。所有rf辅助热处理条件下的饼干厚度都显著高于未经巴氏消毒的条件。然而,在所有rf辅助热处理条件下,糖脆饼干的颜色、硬度和可裂性值与未经巴氏消毒的条件相比没有显著差异。糖脆饼干中面粉的功能表明,选定的rf辅助热处理温度和时间组合(80°C 7小时和90°C 2小时)对SWF的功能没有显著影响。因此,本研究证明了新型rf辅助SWF热加工的可行性,而不会影响面粉在最终产品中的功能。关键字:单击此处输入关键字和关键短语,以逗号分隔,最后加句号
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引用次数: 0
Streambank Erosion Phenomena and Understanding: Current Research and Future Directions 河岸侵蚀现象与认识:当前研究与未来方向
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15613
Celso Castro Bolinaga, Aaron Mittelstet, Kyle Mankin
Highlights High rates of streambank erosion are detrimental to the stability and function of streams. This collection brings together six studies that represent key advances in streambank erosion research. Current research directions on streambank erosion, erodibility characterization, and sediment loading are presented. Future research directions and challenges related to high-frequency data collection and modeling are discussed. Abstract. Streams are in dynamic equilibrium with their environments, and as that environment is altered by human development and changing climate, streambank erosion is a common, but little understood, result. This article highlights the contributions of the special collection “Streambank Erosion, Sediment Dynamics, and Restoration (SER),” which assembled six studies that represent key advances in streambank erosion research, highlight current research in the field, and identify directions for future research. The studies in this special collection were grouped into three central themes: (1) streambank erosion monitoring, (2) streambank erodibility characterization, and (3) streambank erosion loading. In this article, key findings within each of these central themes are summarized, emphasizing the significant contributions of each study. Likewise, perspectives on future research directions are discussed, outlining important challenges that remain to be addressed. Overall, the studies in this special collection are unified in their overarching goal of improving quantitative and predictive understanding of streambank erosion phenomena. Keywords: Keywords., Erodibility Parameters, Jet Erosion Test, Monitoring, Sediment, Soil Erosion, Stabilization Practices, Streambank, Stream Restoration.
高比例的河岸侵蚀对河流的稳定性和功能是有害的。这个集合汇集了六项研究,代表了河岸侵蚀研究的关键进展。提出了目前在河岸侵蚀、可蚀性表征和泥沙负荷等方面的研究方向。讨论了高频数据采集与建模的未来研究方向和挑战。摘要河流与其环境处于动态平衡状态,由于人类发展和气候变化改变了环境,河岸侵蚀是一种常见的结果,但人们对其了解甚少。本文重点介绍了“河滩侵蚀、泥沙动力学和恢复(SER)”特别合集的贡献,该合集汇集了六项研究,代表了河滩侵蚀研究的关键进展,突出了该领域的当前研究,并确定了未来研究的方向。在这个特别收集的研究分为三个中心主题:(1)河岸侵蚀监测,(2)河岸可蚀性表征,(3)河岸侵蚀负荷。在本文中,总结了每个中心主题中的关键发现,强调了每个研究的重要贡献。同样,对未来研究方向的观点进行了讨论,概述了仍需解决的重要挑战。总的来说,这个特殊集合中的研究是统一的,它们的总体目标是提高对河岸侵蚀现象的定量和预测性理解。关键词:关键词。,可蚀性参数,喷射侵蚀试验,监测,沉积物,土壤侵蚀,稳定实践,河岸,河流恢复。
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引用次数: 0
Measuring and Modeling Impacts of Gravel Road Design on Sediment Generation in the Southeastern U.S. 美国东南部砾石道路设计对泥沙产生的影响的测量和建模
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15539
William J. Elliot, Sarah A. Lewis, Chelsea L. Cannard
Highlights The erodibility of heavily trafficked gravel roads can be much greater than that of low volume forest roads. Improved designs of heavily trafficked gravel roads can decrease sediment generation by more than 90 percent. The WEPP Model can be successfully parameterized for high traffic gravel roads to reflect the effects of weather, road design, and topography. Abstract. The purposes of this study were to support a watershed modeling analysis by evaluating the ability to the Water Erosion Prediction Project (WEPP) model to estimate sediment generated by high traffic gravel roads, and to determine the erodibility of two designs of high-traffic gravel roads. In many watersheds, the road network can be a major source of sediment. The ability to predict erosion from roads, evaluate the effects of design and management on road sedimentation, and compare sediment from roads to other sources of sediment in the watershed is an ongoing need by watershed managers. The Water Erosion Prediction Project (WEPP) model is a widely used model for predicting sediment from forest roads. There has, however, been little information published on erosion from high traffic gravel roads and WEPP applications to such roads. To evaluate road erosion predictions, a study was conducted incorporating two road designs at Fort Benning, Georgia, U.S. One design followed a common practice of starting with a native material road and adding gravel and grading as required. Erosion and rutting on the road surface were common occurrences on this type of road. The improved design was a “graded aggregate base” design, built with compacted aggregate layers. To evaluate erosion risks for these two road designs, runoff and sediment delivery were measured from ten plots ranging in size from 63 to 150 m2. Runoff depths up to 50 mm occurred from daily rainfall amounts up to nearly 60 mm, with least square mean event runoff values of 6.5 mm from unimproved plots and 14.9 mm from improved road plots. Delivered sediment ranged from zero to 18 Mg ha-1 from individual storms with least square mean amounts of 2.27 Mg ha-1 of sediment delivered from unimproved road plots compared to only 0.026 Mg ha-1 delivered from improved road design plots for a given runoff event. Hydraulic conductivity was found by calibration to be 3.0 mm h-1 for unimproved roads and 1.3 mm h-1 for improved road segments. Rill erodibility was 0.09 s m-1 for unimproved roads and 0.0008 s m-1 for improved roads, values that were greater than had been measured on road erosion studies elsewhere that were typically less than 0.0004 s m-1. The critical shear for the unimproved roads was the minimum that the WEPP model would accept, 0.0001 Pa, but was a more typical value of 1.5 Pa for the improved road segments. When applying the calibrated erodibility values to a validation data set, the Willmott indices of agreement were 0.62 and 0.82 for runoff for unimproved and improved roads, respectively, and 0.67 and 0.66 for sedime
交通繁忙的砾石道路的可蚀性可能比低容量的森林道路大得多。经过改进的交通繁忙的砾石路设计可以减少90%以上的泥沙生成。WEPP模型可以成功地对高流量砾石道路进行参数化,以反映天气、道路设计和地形的影响。摘要本研究的目的是通过评估水侵蚀预测项目(WEPP)模型估算高流量砾石道路产生的泥沙的能力来支持流域建模分析,并确定两种高流量砾石道路设计的可蚀性。在许多流域,道路网可能是沉积物的主要来源。预测道路侵蚀,评估设计和管理对道路沉积的影响,并将道路沉积物与流域内其他沉积物来源进行比较的能力是流域管理人员不断需要的。水侵蚀预测工程(WEPP)模型是目前广泛应用的森林道路泥沙预测模型。然而,关于高流量砾石道路的侵蚀和WEPP在这类道路上的应用的信息很少。为了评估道路侵蚀预测,在美国乔治亚州本宁堡进行了一项研究,其中包括两种道路设计。一种设计遵循了通常的做法,从天然材料道路开始,并根据需要添加砾石和分级。在这种类型的道路上,路面的侵蚀和车辙是常见的。改进后的设计是一个“分级骨料基础”设计,用密实的骨料层建造。为了评估这两种道路设计的侵蚀风险,我们测量了10个地块的径流和泥沙输送,面积从63到150平方米不等。日降雨量接近60毫米,径流深度达到50毫米,未改善地块的最小二乘平均径流值为6.5毫米,改善道路地块的最小二乘平均径流值为14.9毫米。在给定的径流事件中,单个风暴带来的沉积物从0到18 Mg ha-1不等,未改善的道路地块带来的沉积物最小二乘平均值为2.27 Mg ha-1,而改善的道路设计地块带来的沉积物仅为0.026 Mg ha-1。通过校准发现,未改善路段的水力传导率为3.0 mm h-1,改善路段的水力传导率为1.3 mm h-1。未改善道路的细沟可蚀性为0.09 s m-1,改善道路的细沟可蚀性为0.0008 s m-1,这些值大于其他地方道路侵蚀研究中测量到的值,这些研究通常小于0.0004 s m-1。未改善路段的临界剪切值是WEPP模型所能接受的最小值,为0.0001 Pa,而改善路段的临界剪切值更为典型,为1.5 Pa。当将校准的可蚀性值应用于验证数据集时,未改善和改善道路的径流Willmott一致性指数分别为0.62和0.82,未改善和改善道路的泥沙输送分别为0.67和0.66,表明观测到的径流和侵蚀率与wepp估计的吻合良好。灵敏度分析和校准分析发现,WEPP模型对该应用的细沟侵蚀不敏感。结合WEPP验证分析的敏感性分析表明,WEPP可以结合天气、地形、土壤和道路设计特征来预测高度易侵蚀路段的沉积物输送。研究表明,有必要进行模拟径流研究,以更精确地确定未改善的高交通道路上的细沟可蚀性的高值,并且有必要将更多可蚀性的道路可蚀性值纳入WEPP模型的在线WEPP: road界面。本研究报告的道路侵蚀率和改善道路设计减少越野沉积物的有效性将有助于管理人员量化和减少敏感流域高流量砾石道路的道路侵蚀率。关键词:可蚀性;碎石路面;土壤侵蚀;
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引用次数: 0
Characterizing Evaporative Losses From Sprinkler Irrigation Using Large Weighing Lysimeters 用大型称重溶液计表征喷灌的蒸发损失
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15300
G. Marek, S. Evett, K. Thorp, Kendall C. DeJonge, T. Marek, D. Brauer
Highlights Losses for MESA and LESA were comparable on the day of irrigation and oftentimes greater for the subsequent day. Losses were greater due to incomplete canopy conditions for both MESA and LESA on both days. Evaporative losses from irrigation extended to at least the subsequent day following irrigation in most cases. Losses over two days accounted for as much as 39.5% and 28.0% of irrigation depth for MESA and LESA, respectively. Abstract. Effective irrigation systems that increase crop water productivity by minimizing evaporative losses are paramount for extending the longevity of finite groundwater resources in the semi-arid U.S. Southern High Plains (SHP). Although subsurface drip irrigation (SDI) acreage has increased in recent years, center-pivot sprinkler systems still account for greater than 85% of the irrigated area in the SHP. Modern sprinkler configurations are typically classified according to application height as either mid-elevation spray application (MESA) or low-elevation spray application (LESA). While application drift and evaporative losses are easily measured under fallow conditions, quantifying evaporative losses under cropped conditions is difficult. Lysimeter-derived daily evapotranspiration (ET) values for SDI-irrigated and sprinkler-irrigated fields planted to corn in 2016 (MESA) and 2018 (LESA) near Bushland, TX, were compared for days when sprinkler irrigation events occurred and for subsequent days, when possible. Differences (extra ET) were attributed to evaporative losses associated with MESA and LESA irrigation. Average daily extra ET values for both sprinkler irrigation methods were similar on the day of irrigation, although MESA was slightly larger than LESA at 1.4 and 1.2 mm, respectively. The average daily extra ET values for incomplete canopy conditions were 2.2 mm for MESA and 1.9 mm for LESA, while values were identical for both methods at 0.6 mm for full canopy conditions. Average daily extra ET values were also expressed as a percentage of daily standardized grass reference ET (ETos) values. Average values for MESA and LESA were 20.1% and 13.5%, respectively, for the season, with similar findings of 29.3% and 19.4% for incomplete canopy conditions. Average extra ET/ETos values for incomplete canopy conditions were similar at 7.5% and 7.7% for MESA and LESA, respectively. Evaporative irrigation losses, calculated as the percentage of extra ET to irrigation depth, were slightly larger overall for the day of irrigation for MESA (5.4%) than LESA (5.2%). Losses of 7.9% and 7.0% were observed for incomplete canopy conditions for MESA and LESA, respectively. Average losses for LESA (3.5%) under full canopy conditions were greater than those for MESA (1.9%). A comparison of extra ET values for days following irrigation revealed that evaporative losses from irrigation events extended beyond the day of irrigation. MESA extra ET values for the day following irrigations increa
MESA和LESA的损失在灌溉当天相当,并且通常在第二天更大。由于冠层条件不完全,MESA和LESA在这两天的损失都更大。在大多数情况下,灌溉造成的蒸发损失至少延续到灌溉后的第二天。MESA和LESA的2 d损失分别高达灌溉深度的39.5%和28.0%。摘要有效的灌溉系统通过减少蒸发损失来提高作物水分生产力,对于延长半干旱的美国南部高平原有限的地下水资源的寿命至关重要。尽管近年来地下滴灌(SDI)面积有所增加,但中心-枢轴式喷水灭火系统仍占SHP灌溉面积的85%以上。现代喷头配置通常根据应用高度分为中海拔喷洒应用(MESA)或低海拔喷洒应用(LESA)。虽然在休耕条件下很容易测量施用漂移和蒸发损失,但在作物条件下很难量化蒸发损失。对德克萨斯州Bushland附近2016年(MESA)和2018年(LESA)种植玉米的sdi灌溉和喷灌农田的日蒸散量(ET)值进行了比较,比较了发生喷灌事件的天数和随后可能发生的天数。差异(额外的ET)归因于与MESA和LESA灌溉相关的蒸发损失。两种喷灌方式在灌溉当天的平均日额外ET值相似,但MESA略大于LESA,分别为1.4和1.2 mm。在不完全冠层条件下,MESA和LESA的平均日额外ET值分别为2.2 mm和1.9 mm,而在完全冠层条件下,两种方法的值相同,均为0.6 mm。平均每日额外ET值也表示为每日标准化草参考ET (ETos)值的百分比。MESA和LESA的季节平均值分别为20.1%和13.5%,不完全冠层条件的平均值分别为29.3%和19.4%。MESA和LESA不完全冠层条件下的平均额外ET/ETos值相似,分别为7.5%和7.7%。蒸发灌溉损失,以额外ET占灌溉深度的百分比计算,MESA灌溉当天的蒸发灌溉损失(5.4%)略大于LESA(5.2%)。MESA和LESA不完全冠层条件下的损失分别为7.9%和7.0%。全冠层条件下,LESA的平均损失(3.5%)大于MESA(1.9%)。灌溉后几天的额外蒸散发值的比较表明,灌溉事件造成的蒸发损失超出了灌溉当天。灌溉后一天的MESA额外ET值总体增加57.1% (2.2 mm),不完整冠层条件下增加13.6% (2.5 mm),完整冠层条件下增加150.0% (1.5 mm)。LESA也是如此,总体增加了125.0% (2.7 mm),不完整增加了78.9% (3.4 mm),完整冠层增加了216.7% (1.9 mm)。将灌溉日和随后一天的额外ET值加起来,得到的平均值是仅灌溉日的两倍多,MESA和LESA分别为3.9和4.3毫米。同样,额外蒸散发占灌溉深度的百分比值也比仅灌溉当天的值高出一倍以上,MESA和LESA的损失值最大,分别为39.5%和28.0%。这些研究结果表明,尽管在灌溉当天,LESA对玉米蒸发损失的缓解作用略高于MESA,但在随后的一天,两种方法的蒸发损失都要大得多,LESA的损失略有增加,导致两天内的总体损失差异不大。这在一定程度上可以解释为,在灌溉当天,冠层内部的灌溉产生了暂时的冷却作用,这种作用在第二天就减弱了。对于较矮或叶密度较低的作物,如棉花,MESA和LESA的蒸发损失之间的差异可能更大,尽管需要更多的研究来证实这一说法。了解这些发现为生产者和水资源管理者在考虑灌溉管理和水资源规划战略时提供了有用的信息。关键词:蒸发,蒸散,LESA, MESA,半干旱,喷灌,地下滴灌,蒸腾,称重溶渗仪
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引用次数: 0
Effects of Livestock Exclusion on Pollutant Export From a North Carolina Beef Cow Pasture 牲畜排除对北卡罗莱纳州肉牛牧场污染物出口的影响
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15348
D. Line, Barbara A. Doll
Highlights Exclusion of beef cattle from two streams resulted in significant reductions in nitrogen, phosphorus, and sediment exports. Reductions in nutrient and sediment export improved following four or more years of exclusion. Nitrogen and phosphorus concentrations in storm samples decreased more than those in baseflow samples. Abstract. Fences were installed to exclude cattle from two adjacent small streams on a beef and swine farm located in central North Carolina. The two streams, referred to as UTA and North, originated in a pasture used for beef cow production and the application of swine waste. Rainfall and discharge were continuously monitored for 1.34 years prior to and 1.8 years after the fencing was installed in order to quantify the effect of the livestock exclusion on pollutant export/loads in the two streams originating in the pasture. Monitoring results documented reductions in total nitrogen (TN), phosphorus (TP), and total suspended solids (TSS) exports via the North stream of 15%, 54%, and 67%, respectively. Monitoring on the UTA stream was restarted 3.7 years after the initial 1.8 years and continued for about 1 year to assess the effect of natural vegetation growth and stream channel soil recovery. The combined reductions for the two periods were 39%, 64%, and 74% for TN, TP, and TSS, respectively. Exports of TN, TP, and TSS during the later monitoring period decreased by 13%, 60%, and 22%, respectively, compared to the initial 1.8-year monitoring period. These results indicated that exclusion fencing was effective at reducing pollutant exports during the first 1.8 years and that its effectiveness increased after about four years. Consequently, studies that report effectiveness during the first 2 to 4 years after exclusion likely underestimate the long-term effectiveness of the exclusion fencing. Keywords: Best management practices, Discharge monitoring, Livestock exclusion.
将肉牛排除在两条河流之外导致氮、磷和沉积物出口显著减少。在四年或更长时间的排除后,营养物质和沉积物出口的减少有所改善。暴雨样品中氮、磷浓度的下降幅度大于基流样品。摘要在北卡罗来纳州中部的一个牛肉和养猪场,安装了围栏,以防止牛进入相邻的两条小溪。这两条河流,被称为UTA和North,起源于用于肉牛生产和猪粪便应用的牧场。在设置围栏前1.34年和设置围栏后1.8年,对降雨量和排放量进行了连续监测,以量化排除牲畜对源自牧场的两条河流的污染物输出/负荷的影响。监测结果显示,通过北流出口的总氮(TN)、总磷(TP)和总悬浮固体(TSS)分别减少了15%、54%和67%。对UTA河流的监测在最初的1.8年之后的3.7年重新开始,持续了约1年,以评估自然植被生长和河道土壤恢复的效果。两个时期TN、TP和TSS的总减少量分别为39%、64%和74%。与最初的1.8年监测期相比,监测后期TN、TP和TSS的出口分别下降了13%、60%和22%。这些结果表明,隔离围栏在前1.8年有效地减少了污染物的出口,并且在大约4年后其有效性有所增加。因此,报告在排除后的前2至4年有效的研究可能低估了排除围栏的长期有效性。关键词:最佳管理规范,排放监测,牲畜排除。
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引用次数: 0
Three Decades of Road and Trail Runoff andErosion Work in the Northeastern Caribbean –a Research Program Perspective 东北加勒比地区三十年的道路和小径径流和侵蚀工作——一个研究项目的视角
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15078
Carlos E. Ramos Scharrón, Efrain E. Alicea, Yasiel Figueroa Sanchez, M. LaFevor, Preston McLaughlin, L. Macdonald, K. Reale‐Munroe, E. Thomaz, Roberto Viqueira Rios
Highlights The infiltration capacities of unsurfaced roadways are frequently exceeded by rain intensity, promoting overland flow. Erosion rates from unsurfaced roadways and cut slopes are 101 to 104 times greater than on undisturbed hillslopes. Roads in steep, subtropical wet terranes may increase landslide erosion by a factor of 5 relative to areas without roads. The hydro-geomorphic impact of roads is so prominent that they must be explicitly considered in watershed assessments. ABSTRACT. Erosion is a key environmental concern in the northeastern Caribbean because it can diminish soil productivity, damage infrastructure, and threaten human life. Additionally, sediment released by erosion can be delivered to streams where it can degrade water quality and aquatic habitat, reduce reservoir storage capacity, and threaten critical marine resources such as sea grass beds and coral reefs. Road erosion has been a concern in the region since the 1990s, and a considerable body of research has been conducted over the last ~30 years. This article reviews the key findings and identifies additional research needs. In some tropical dry coastal watersheds of the US Virgin Islands and Puerto Rico, unpaved roads and foot or off-road vehicle trails are the primary sediment sources. Watershed scale sediment production rates in these tropical dry settings are 0.3 to 3.7 Mg ha-1 yr-1, depending on unpaved road density, and these are 3 to 40 times greater than under undisturbed conditions. In wetter settings, like the forested and actively cultivated landscapes of highland Puerto Rico, sediment contributions include those from unpaved farm roads but also those from croplands, streambanks, and landslides. Watershed scale sediment production rates in actively cultivated tropical wet settings are 15 to 60 Mg ha-1 yr-1, with road-induced surface erosion and landslides accounting for 50% to 95% of total sediment production. Designing management alternatives will require additional research to improve our understanding of road-to-stream and road-to-coast connectivity, develop effectiveness metrics of applied management practices, and establish the specific causes of road-induced landslides. Keywords: Connectivity, Coral reefs, Landslides, Puerto Rico, Sedimentation, Surface erosion, Virgin Islands.
雨水强度往往超过了非路面道路的入渗能力,促进了地面流。未铺装路面的道路和切割过的斜坡的侵蚀速率是未受干扰的山坡的101至104倍。在陡峭的亚热带潮湿地形上的道路可能会使滑坡侵蚀比没有道路的地区增加5倍。道路对水文地貌的影响是如此突出,必须在流域评估中明确考虑。摘要侵蚀是加勒比海东北部的一个关键环境问题,因为它会降低土壤生产力,破坏基础设施,威胁人类生命。此外,侵蚀释放的沉积物可能会进入溪流,从而降低水质和水生栖息地,减少水库的储存能力,并威胁到重要的海洋资源,如海草床和珊瑚礁。自20世纪90年代以来,道路侵蚀一直是该地区关注的问题,在过去的30年里进行了大量的研究。本文回顾了主要发现,并确定了额外的研究需求。在美属维尔京群岛和波多黎各的一些热带干燥沿海流域,未铺设的道路和步行或越野车辆小径是主要的沉积物来源。这些热带干燥环境的流域尺度产沙率为0.3至3.7 Mg ha-1年-1,取决于未铺设的道路密度,这些产沙率是未受干扰条件下的3至40倍。在潮湿的环境中,比如波多黎各高地的森林和积极耕种的景观,沉积物的贡献包括未铺设的农场道路,也包括农田、河岸和山体滑坡。在积极耕作的热带湿润环境中,流域尺度的产沙率为15 - 60 Mg ha-1年-1,道路引起的地表侵蚀和滑坡占总产沙量的50% - 95%。设计管理替代方案将需要进一步的研究,以提高我们对道路到河流和道路到海岸连通性的理解,制定应用管理实践的有效性指标,并确定道路诱发滑坡的具体原因。关键词:连通性,珊瑚礁,滑坡,波多黎各,沉积,地表侵蚀,维尔京群岛。
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引用次数: 1
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